{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "width: 1080 pixels\n",
      "height: 1440 pixels\n",
      "channels: 3 pixels\n"
     ]
    }
   ],
   "source": [
    "image = cv2.imread('image.jpg')\n",
    "print(\"width: %d pixels\" % (image.shape[1]))\n",
    "print(\"height: %d pixels\" % (image.shape[0]))\n",
    "print(\"channels: %d pixels\" % (image.shape[2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vDs2K80uUxjgU9fSF913il97/BG+/8hEeeepq3cB1s8m6LPXWnmz2abdD2lE9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\n0VPTpLpE9oKROeb8hT5FuUDjurghEjdu/SDs8LfQO3NjsnXVOlwFgXO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FnTYOfa+jq/kL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\nGqeYWqhq1DjF/A9pGl1bdNKbwQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28b1d968198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YSJrIYyw1Lpq+OPFoLv4xi9Loq8Q5vu0OHn7v7/Kxy6/jyqP3F05e32nByjZ3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\nWqhq1DjF1EJVo8YpphaqGjVOMf8Paa5dW4M27JoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28b1de71668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv2.cvtColor(image,cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(image)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite(\"new_image.jpg\",image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
